Warning: package ‘rvest’ was built under R version 4.1.2
Warning: package ‘syuzhet’ was built under R version 4.1.2
Warning: package ‘sentimentr’ was built under R version 4.1.2
Registered S3 method overwritten by 'data.table':
  method           from
  print.data.table     

Attaching package: ‘sentimentr’

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    get_sentences

Warning: package ‘gplots’ was built under R version 4.1.2

Attaching package: ‘gplots’

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    lowess

Warning: package ‘tm’ was built under R version 4.1.2
Loading required package: NLP
Warning: package ‘NLP’ was built under R version 4.1.1
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Loading required package: ggplot2

Attaching package: ‘ggplot2’

The following object is masked from ‘package:NLP’:

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Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
Warning: package ‘beeswarm’ was built under R version 4.1.1

Attaching package: ‘scales’

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Text mining

A tenant at will, who possesses land sufficient to maintain his family for little more than a quit rent, is as dependent upon the proprietor as any servant or retainer whatever, and must obey him with as little reserve. Such a proprietor, as he feeds his servants and retainers at his own house, so he feeds his tenants at their houses. The subsistence of both is derived from his bounty, and its continuance depends upon his good pleasure.

Text basic processing

Adapted from https://eight2late.wordpress.com/2015/09/29/a-gentle-introduction-to-topic-modeling-using-r/.

[1] "Sample sentence:"
Prison Reform: for the benefit of the working class. This is the last word and the only seriously meant word of bourgeois Socialism. It is summed up in the phrase: the bourgeois is a bourgeois for the benefit of the working class.
[1] "After converting to lower case:"
prison reform: for the benefit of the working class. this is the last word and the only seriously meant word of bourgeois socialism. it is summed up in the phrase: the bourgeois is a bourgeois for the benefit of the working class.
[1] "After removing punctuation:"
prison reform for the benefit of the working class this is the last word and the only seriously meant word of bourgeois socialism it is summed up in the phrase the bourgeois is a bourgeois for the benefit of the working class
[1] "After removing numbers:"
prison reform for the benefit of the working class this is the last word and the only seriously meant word of bourgeois socialism it is summed up in the phrase the bourgeois is a bourgeois for the benefit of the working class
[1] "After removing stopwords:"
prison reform   benefit   working class    last word    seriously meant word  bourgeois socialism   summed    phrase  bourgeois   bourgeois   benefit   working class
[1] "After removing whitespace:"
prison reform benefit working class last word seriously meant word bourgeois socialism summed phrase bourgeois bourgeois benefit working class
[1] "After stemming:"
prison reform benefit work class last word serious meant word bourgeoi social sum phrase bourgeoi bourgeoi benefit work class

Topic modeling

Generate document-term matrices.

Run LDA

Warning: file ‘LDAGibbs_8_DocsToTopics.csv’ has magic number '"","V'
  Use of save versions prior to 2 is deprecated
Error in load("../output/LDAGibbs_8_DocsToTopics.csv") : 
  bad restore file magic number (file may be corrupted) -- no data loaded
The most popular and salient terms for each topic:
Topic 1 Topic 2 Topic 3 Topic 4 Topic 5 Topic 6 Topic 7 Topic 8
form perfect duti interest price whole polit year
surplus superior europ term quantiti stock question hour
process sovereign home expect land anoth struggl factori
constant exercis compani unit tax maintain movement hous
accumul servic commerc level proport fund bourgeoi half
mode educ wine margin rent want revolutionari children
variabl offic prohibit output rise divid democrat million
labour peopl countri will price can state work
valu law upon interest produc part social time
product even great rate quantiti differ class year
capit govern trade employ money must polit one
commod public good increas profit employ econom day
power everi manufactur wage land one worker hour
form common import money tax whole develop two
mean like part capit will may industri factori

Clustering of topics

[1] "Production"        "Politics"          "Trade"             "Finance & Banking" "Property"         
[6] "Assets"            "Socioeconomics"    "Time"             

Mind and body. Cartesian - duality between mind and body. justice, good, mind. male vs female, feminism - wollstonecraft. naturalism. religion, god. Deontolgy and consequentialsm. location. free will. society vs self. females focused more on society

good harm action

---
title: "R Notebook"
output: html_notebook
---

```{r include = F}
knitr::opts_chunk$set(echo=F, message=F, warning=F)
```


```{r}
packages.used=c("rvest", "tibble", 
                "sentimentr", "gplots", "dplyr",
                "tm", "syuzhet", "factoextra", 
                "beeswarm", "scales", "RColorBrewer",
                "RANN", "topicmodels", "stringr","plyr","knitr")
# check packages that need to be installed.
packages.needed=setdiff(packages.used, 
                        intersect(installed.packages()[,1], 
                                  packages.used))
# install additional packages
if(length(packages.needed)>0){
  install.packages(packages.needed, dependencies = TRUE)
}
# load packages
library("rvest")
library("tibble")
library("syuzhet")
library("sentimentr")
library("gplots")
library("plyr")
library("dplyr")
library("tm")
library("syuzhet")
library("factoextra")
library("beeswarm")
library("scales")
library("RColorBrewer")
library("RANN")
library("tm")
library("topicmodels")
library("stringr")
library("knitr")

source("../lib/plotstacked.R")
source("../lib/speechFuncs.R")
```

```{r}
sentence.list <- read.csv("../data/philosophy_data.csv")
```

```{r}
sort(unique(sentence.list$author))

unique(sentence.list$title[sentence.list$author=="Kant"])

unique(sentence.list[,c('author','school')])[unique(sentence.list[,c('author','school')])$school %in% c("communism","capitalism"),]
```

```{r}
commcap <- c("communism","capitalism")
commcap <- c("empiricism","rationalism")

sentence.list.commcap <- sentence.list %>% filter(school %in% commcap)

```



```{r}
my.add.index <- function(df){
  df$sent.id <- 1:nrow(df)
  return(df)
}
sentence.list.commcap <- ddply(sentence.list.commcap,.(title),my.add.index)
```


```{r}
corpus.list=sentence.list.commcap[2:(nrow(sentence.list.commcap)-1), ]
sentence.pre=sentence.list.commcap$sentence_str[1:(nrow(sentence.list.commcap)-2)]
sentence.post=sentence.list.commcap$sentence_str[3:(nrow(sentence.list.commcap)-1)]
corpus.list$snipets=paste(sentence.pre, corpus.list$sentence_str, sentence.post, sep=" ")
rm.rows=(1:nrow(corpus.list))[corpus.list$sent.id==1]
rm.rows=c(rm.rows, rm.rows-1)
corpus.list=corpus.list[-rm.rows, ]
```

## Text mining
```{r}
docs <- Corpus(VectorSource(corpus.list$snipets))
```

### Text basic processing
Adapted from <https://eight2late.wordpress.com/2015/09/29/a-gentle-introduction-to-topic-modeling-using-r/>.

```{r, warning = F, message=F}
set.seed(1)
index <- sample(1:nrow(corpus.list), 1)

print("Sample sentence:")
writeLines(as.character(docs[[index]]))

print("After converting to lower case:")
#remove potentially problematic symbols
docs <-tm_map(docs,content_transformer(tolower))
writeLines(as.character(docs[[index]]))

print("After removing punctuation:")
#remove punctuation
docs <- tm_map(docs, removePunctuation)
writeLines(as.character(docs[[index]]))

print("After removing numbers:")
#Strip digits
docs <- tm_map(docs, removeNumbers)
writeLines(as.character(docs[[index]]))

print("After removing stopwords:")
#remove stopwords
docs <- tm_map(docs, removeWords, stopwords("english"))
writeLines(as.character(docs[[index]]))

print("After removing whitespace:")
#remove whitespace
docs <- tm_map(docs, stripWhitespace)
writeLines(as.character(docs[[index]]))

print("After stemming:")
#Stem document
docs <- tm_map(docs,stemDocument)
writeLines(as.character(docs[[index]]))
```

### Topic modeling

Generate document-term matrices. 

```{r, eval=F}
# WARNING: TIME INTENSIVE CHUNK. DO NOT RUN THIS CHUNK FOR EVALUATION
# THE REQUIRED OUTPUTS ARE SAVED IN OUTPUT FOLDER FOR EASY ACCESS.

dtm <- DocumentTermMatrix(docs)
#convert rownames to filenames#convert rownames to filenames
rownames(dtm) <- paste(corpus.list$author, corpus.list$title,
                       corpus.list$sent.id, sep="_")

#Find the sum of words in each Document
rowTotals <- rep(NA, nrow(dtm))
for (i in 1:(nrow(dtm)%/%5000+1)){
  
  if(i!=(nrow(dtm)%/%5000+1)){
    rowTotals[(5000*(i-1)+1):(5000*i)] <- apply(dtm[(5000*(i-1)+1):(5000*i),],1,sum)
  }
  else{
    rowTotals[(5000*(i-1)+1):nrow(dtm)] <- apply(dtm[(5000*(i-1)+1):nrow(dtm),],1,sum)
  }
  
}

dtm  <- dtm[rowTotals> 0, ]
corpus.list=corpus.list[rowTotals>0, ]

save(dtm, file = "../output/dtm")
save(corpus.list, file = "../output/corpus.list")
```

```{r}
load("../output/dtm")
load("../output/corpus.list")
```


Run LDA

```{r, eval=F}
# WARNING: TIME INTENSIVE CHUNK. DO NOT RUN THIS CHUNK FOR EVALUATION
# THE REQUIRED OUTPUTS ARE SAVED IN OUTPUT FOLDER FOR EASY ACCESS.

#Set parameters for Gibbs sampling
burnin <- 4000
iter <- 2000
thin <- 500
seed <-list(2003,5,63,100001,765)
nstart <- 5
best <- TRUE

#Number of topics
k <- 8

#Run LDA using Gibbs sampling
ldaOut <-LDA(dtm, k, method="Gibbs", control=list(nstart=nstart, 
                                                 seed = seed, best=best,
                                                 burnin = burnin, iter = iter, 
                                                 thin=thin))

save(ldaOut, file = paste("../output/LDAGibbs",k, sep="_"))
#write out results
#docs to topics
ldaOut.topics <- as.matrix(topics(ldaOut))
table(c(1:k, ldaOut.topics))
save(ldaOut.topics,file=paste("../output/LDAGibbs",k,"DocsToTopics", sep="_"))
write.csv(ldaOut.topics,file=paste("../output/LDAGibbs",k,"DocsToTopics.csv", sep="_"))

#top 8 terms in each topic
ldaOut.terms <- as.matrix(terms(ldaOut,8))
save(ldaOut.terms,file=paste("../output/LDAGibbs",k,"TopicsToTerms", sep="_"))
write.csv(ldaOut.terms,file=paste("../output/LDAGibbs",k,"TopicsToTerms.csv", sep="_"))

#probabilities associated with each topic assignment
topicProbabilities <- as.data.frame(ldaOut@gamma)
save(topicProbabilities,file=paste("../output/LDAGibbs",k,"TopicProbabilities", sep="_"))
write.csv(topicProbabilities,file=paste("../output/LDAGibbs",k,"TopicProbabilities.csv", sep="_"))
```

```{r}
load("../output/LDAGibbs_8_DocsToTopics")
load("../output/LDAGibbs_8_TopicsToTerms")
load("../output/LDAGibbs_8_TopicProbabilities")
```

```{r}
terms.beta=ldaOut@beta
terms.beta=scale(terms.beta)
topics.terms=NULL
for(i in 1:k){
  topics.terms=rbind(topics.terms, ldaOut@terms[order(terms.beta[i,], decreasing = TRUE)[1:7]])
}
#t(topics.terms)
#ldaOut.terms

cat("The most popular and salient terms for each topic:\n\n")
kable(rbind(t(topics.terms),ldaOut.terms), format="simple", label= "The most popular and salient terms for each topic")
```

```{r}
topics.hash=c("Production","Politics","Trade","Finance & Banking","Property","Assets","Socioeconomics","Time")
corpus.list$ldatopic=as.vector(ldaOut.topics)
corpus.list$ldahash=topics.hash[ldaOut.topics]

colnames(topicProbabilities)=topics.hash
corpus.list.df=cbind(corpus.list, topicProbabilities)
```

## Clustering of topics
```{r, fig.width=8, fig.height=4}
par(mar=c(5.1, 4.1, 4.1, 2.1))
topic.summary=tbl_df(corpus.list.df)%>%
              select(author, Production:Time)%>%
              group_by(author)%>%
              summarise_each(funs(mean))
topic.summary=as.data.frame(topic.summary)
rownames(topic.summary)=topic.summary[,1]
topic.summary <- topic.summary[c("Marx","Lenin","Keynes","Smith","Ricardo"),]

# [1] "Production"        "Politics"          "Trade"             "Finance & Banking" "Property"         
# [6] "Assets"            "Socioeconomics"    "Time"     

# 6, 7, 5, 1

topic.plot=c(1:8)
#print(topics.hash[topic.plot])
#topic.summary
heatmap.2(as.matrix(topic.summary[,topic.plot+1]), 
          scale = "column", key=F, 
          col = bluered(100),
          cexRow = 1, cexCol = 1, margins = c(4, 4),
          trace = "none", density.info = "none",
          main = "Heatmap of Topics by Author")
```
```{r, fig.width=3.3, fig.height=5, eval = F}
# [1] "Production"        "Politics"          "Trade"             "Finance & Banking" "Property"         
# [6] "Assets"            "Socioeconomics"    "Time"     
 

par(mfrow=c(5, 1), mar=c(1,1,2,0), bty="n", xaxt="n", yaxt="n")

topic.plot=c(6, 7, 5, 1)
print(topics.hash[topic.plot])

speech.df=tbl_df(corpus.list.df)%>%filter(author=="Marx", title == "The Communist Manifesto")%>%select(sent.id, Production:Time)
speech.df=as.matrix(speech.df)
speech.df[,-1]=replace(speech.df[,-1], speech.df[,-1]<1/15, 0.001)
speech.df[,-1]=f.smooth.topic(x=speech.df[,1], y=speech.df[,-1])
plot.stacked(speech.df[,1], speech.df[,topic.plot+1], 
             xlab="Sentences", ylab="Topic share", main="The Communist Manifesto, Karl Marx")

speech.df=tbl_df(corpus.list.df)%>%filter(File=="WilliamJClinton", type=="nomin", Term==1)%>%select(sent.id, Economy:Legislation)
speech.df=as.matrix(speech.df)
speech.df[,-1]=replace(speech.df[,-1], speech.df[,-1]<1/15, 0.001)
speech.df[,-1]=f.smooth.topic(x=speech.df[,1], y=speech.df[,-1])
plot.stacked(speech.df[,1], speech.df[,topic.plot+1],
            xlab="Sentences", ylab="Topic share", main="Bill Clinton, Nomination")

speech.df=tbl_df(corpus.list.df)%>%filter(File=="GeorgeWBush", type=="nomin", Term==1)%>%select(sent.id, Economy:Legislation)
speech.df=as.matrix(speech.df)
speech.df[,-1]=replace(speech.df[,-1], speech.df[,-1]<1/15, 0.001)
speech.df[,-1]=f.smooth.topic(x=speech.df[,1], y=speech.df[,-1])
plot.stacked(speech.df[,1], speech.df[,topic.plot+1], 
            xlab="Sentences", ylab="Topic share", main="George W Bush, Nomination")

speech.df=tbl_df(corpus.list.df)%>%filter(File=="BarackObama", type=="nomin", Term==1)%>%select(sent.id, Economy:Legislation)
speech.df=as.matrix(speech.df)
speech.df[,-1]=replace(speech.df[,-1], speech.df[,-1]<1/15, 0.001)
speech.df[,-1]=f.smooth.topic(x=speech.df[,1], y=speech.df[,-1])
plot.stacked(speech.df[,1], speech.df[,topic.plot+1],
            xlab="Sentences", ylab="Topic share", main="Barack Obama, Nomination")

speech.df=tbl_df(corpus.list.df)%>%filter(File=="DonaldJTrump", type=="nomin")%>%select(sent.id, Economy:Legislation)
speech.df=as.matrix(speech.df)
speech.df[,-1]=replace(speech.df[,-1], speech.df[,-1]<1/15, 0.001)
speech.df[,-1]=f.smooth.topic(x=speech.df[,1], y=speech.df[,-1])
plot.stacked(speech.df[,1], speech.df[,topic.plot+1],
            xlab="Sentences", ylab="Topic share", main="Donald Trump, Nomination")
```


Mind and body. Cartesian - duality between mind and body. justice, good, mind. male vs female, feminism - wollstonecraft. naturalism. religion, god. Deontolgy and consequentialsm. location. free will. society vs self. females focused more on society

good
harm
action